Prospective motion correction improves the sensitivity of fMRI pattern decoding

被引:10
作者
Huang, Pei [1 ]
Carlin, Johan D. [1 ]
Alink, Arjen [2 ]
Kriegeskorte, Nikolaus [3 ]
Henson, Richard N. [1 ]
Correia, Marta M. [1 ]
机构
[1] Univ Cambridge, MRC Cognit & Brain Sci Unit, Cambridge, England
[2] Univ Med Ctr Hamburg Eppendorf, Hamburg, DE, Germany
[3] Columbia Univ, Zuckerman Mind Brain Behvaior Inst, New York, NY USA
基金
英国医学研究理事会;
关键词
fMRI analysis; linear discriminant contrast; pattern decoding; prospective motion correction; PRIMARY VISUAL-CORTEX; RIGID-BODY MOTION; BY-SLICE MOTION; FUNCTIONAL MRI; CORRELATED MOTION; OPTICAL TRACKING; BRAIN; ORIENTATION; RELIABILITY; ACTIVATION;
D O I
10.1002/hbm.24228
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
We evaluated the effectiveness of prospective motion correction (PMC) on a simple visual task when no deliberate subject motion was present. The PMC system utilizes an in-bore optical camera to track an external marker attached to the participant via a custom-molded mouthpiece. The study was conducted at two resolutions (1.5 mm vs 3 mm) and under three conditions (PMC On and Mouthpiece On vs PMC Off and Mouthpiece On vs PMC Off and Mouthpiece Off). Multiple data analysis methods were conducted, including univariate and multivariate approaches, and we demonstrated that the benefit of PMC is most apparent for multi-voxel pattern decoding at higher resolutions. Additional testing on two participants showed that our inexpensive, commercially available mouthpiece solution produced comparable results to a dentist-molded mouthpiece. Our results showed that PMC is increasingly important at higher resolutions for analyses that require accurate voxel registration across time.
引用
收藏
页码:4018 / 4031
页数:14
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